RRepoGEO

REPOGEO REPORT · LITE

alphaSeclab/sec-tool-list

Default branch master · commit 93573869 · scanned 6/11/2026, 9:01:47 PM

GitHub: 613 stars · 206 forks

AI VISIBILITY SCORE
17 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
1 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface alphaSeclab/sec-tool-list, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    security, cybersecurity, tools, list, awesome-list, open-source-tools, infosec, security-research
  • highreadme#2
    Add a clear English H1 and introductory sentence to the README

    Why:

    CURRENT
    # 所有收集类项目
    COPY-PASTE FIX
    # alphaSeclab/sec-tool-list: A Comprehensive List of 21K+ Open-Source Security Tools
    
    This repository provides an extensive, star-sorted collection of over 21,000 open-source security tools, available in both Markdown and JSON formats. It serves as a curated resource for cybersecurity professionals, researchers, and enthusiasts looking to discover relevant tools across various categories.
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT License) in the root of the repository to clearly state the terms under which the list content can be used and distributed.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface alphaSeclab/sec-tool-list
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Nmap
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Nmap · recommended 1×
  2. OpenVAS · recommended 1×
  3. OWASP ZAP · recommended 1×
  • CATEGORY QUERY
    I need to find a comprehensive list of popular open-source tools for cybersecurity.
    you: not recommended
    AI recommended (in order):
    1. Nmap
    2. OpenVAS

    AI recommended 2 alternatives but never named alphaSeclab/sec-tool-list. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best community-driven security tools available for different attack vectors?
    you: not recommended
    AI recommended (in order):
    1. OWASP ZAP

    AI recommended 1 alternative but never named alphaSeclab/sec-tool-list. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of alphaSeclab/sec-tool-list?
    pass
    AI did not name alphaSeclab/sec-tool-list — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts alphaSeclab/sec-tool-list in production, what risks or prerequisites should they evaluate first?
    pass
    AI named alphaSeclab/sec-tool-list explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo alphaSeclab/sec-tool-list solve, and who is the primary audience?
    pass
    AI did not name alphaSeclab/sec-tool-list — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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  • Brand-free category queries5 vs 2 in Lite
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